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ANKIT.JHA Data Science & ML
Aspiring Data Scientist & ML Engineer

Building Practical
Machine Learning Systems

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B.Tech Data Science student skilled in Python, machine learning, computer vision and NLP, building end-to-end ML pipelines for real-world classification problems.

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Section // 01 . Executive Summary

Data Science With a Practical Focus

I am a B.Tech Data Science student (lateral entry) with a Computer Science diploma. I build end-to-end machine learning pipelines in Python, from feature engineering and model evaluation to computer vision and NLP models.

I am looking for Data Science and ML roles where I can apply this hands-on experience to real business and classification problems.

50K
Booking Records Modelled
British Airways job simulation (Forage)
0.79
Test ROC-AUC
Random Forest booking classifier
68%
Recall After Threshold Tuning
Up from 16% at the default 0.50 threshold
Section // 02 . Career Trajectory

Experience & Academic Path

Data Science Job Simulation

British Airways • Forage
August 2026

Built a Random Forest classifier on 50,000 customer booking records to predict booking behaviour. Used a leakage-safe pipeline with target encoding and 5-fold stratified cross-validation; reached 0.79 test ROC-AUC and 68.2% recall after lowering the threshold to 0.20.

Pandas Scikit-learn Random Forest Target Encoding

Data Science Internship

NIELIT • 4-Week Program
2024

Completed a 4-week Data Science internship using Python, covering OOP, NumPy, Pandas and machine learning models.

Python NumPy Pandas

B.Tech in Data Science (Lateral Entry)

Noida Institute of Engineering and Technology, Greater Noida
2024 — 2027

Building on my diploma with a focus on Data Science and machine learning, with hands-on projects in computer vision and NLP.

Diploma in Computer Science & Engineering

Central Institute of Technology, Kokrajhar • CGPA 8.29
2021 — 2024

Completed a 3-year diploma in Computer Science and Engineering, and started ML work with the traffic sign detection major project.

Section // 03 . Tech Stack & Competencies

Interactive Skills & Stack Matrix

NLP & Transformers

Text Models & Fine-Tuning

Hugging Face Transformers & DistilBERTMCA Project
NLP using PythonInfosys Cert.
Text Augmentation (nlpaug)MCA Project

Computer Vision & Core ML

Visual Perception & Classical ML

Object Detection (YOLOv8)Traffic Signs
CNNs & Image AugmentationTraffic Signs
Random Forest & Scikit-learnBA Simulation

Data Analysis & Evaluation

EDA, Statistics & Metrics

Pandas & NumPyInternship
Feature Engineering & EDABA Simulation
Cross-Validation & Model EvaluationBA Simulation

Languages & Web Basics

Software Engineering Stack

Python (NumPy, Pandas, Scikit-learn)Primary
SQL & JavaWorking
HTML, CSS, JavaScript & DjangoWorking
Section // 04 . Hands-On ML Projects

Featured ML Projects

MCA eConsultation Sentiment Analysis

DistilBERT Sentiment Classifier

NLP

Prototype NLP model that classifies eConsultation comments as positive, negative or neutral. Fine-tunes DistilBERT with the Hugging Face Trainer and uses nlpaug text augmentation (synonym, insertion, swap, deletion) for a more robust model.

DistilBERT PyTorch nlpaug Hugging Face

Traffic Sign Detection in Harsh Conditions

YOLOv8 Object Detection

Computer Vision

Fine-tuned YOLOv8s to detect traffic signs. Adding fog, rain, blur, low-light and occlusion images (Albumentations) raised mAP50 from 0.665 to 0.694; a larger 61-class dataset later reached 0.892.

YOLOv8 Ultralytics Albumentations Google Colab

BA Customer Booking Prediction

Random Forest Booking Classifier

Machine Learning

Random Forest model that predicts customer booking behaviour from 50,000 records with 5 engineered features and target encoding. Reached 0.79 test ROC-AUC; a 0.20 threshold lifted recall from 16% to 68.2%.

Scikit-learn Pandas category_encoders Seaborn
Section // 05 . Industry Credentials

Verified Certifications

Probability, Statistics & NLP

Infosys Springboard

Big Data - 201

Infosys Springboard

Data Science Certificate

NIELIT

BA Data Science Simulation

Forage

Section // 06 . Connection Request

Let's Work Together

Open to Data Science and ML roles, internships and collaborations. Send a message below, or email anjha8409@gmail.com.

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